Article

Houlsby, N and Huszár, F and Ghahramani, Z and Lengyel, M (2011) Bayesian Active Learning for Classification and Preference Learning.

Berkes, P and Orban, G and Lengyel, M and Fiser, J (2011) Spontaneous Cortical Activity Reveals Hallmarks of an Optimal Internal Model of the Environment. SCIENCE, 331. pp. 83-87. ISSN 0036-8075

Ujfalussy, BB and Lengyel, M (2011) Active dendrites: Adaptation to spike-based communication. Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011.

Savin, C and Dayan, P and Lengyel, M (2011) Two is better than one: Distinct roles for familiarity and recollection in retrieving palimpsest memories. Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011.

Remme, MWH and Lengyel, M and Gutkin, BS (2010) Democracy-Independence Trade-Off in Oscillating Dendrites and Its Implications for Grid Cells. NEURON, 66. pp. 429-437. ISSN 0896-6273

Fiser, J and Berkes, P and Orban, G and Lengyel, M (2010) Statistically optimal perception and learning: from behavior to neural representations. TRENDS COGN SCI, 14. pp. 119-130. ISSN 1364-6613

Pfister, JP and Dayan, P and Lengyel, M (2010) Synapses with short-term plasticity are optimal estimators of presynaptic membrane potentials. Nat Neurosci, 13. pp. 1271-1275.

Remme, MWH and Lengyel, M and Gutkin, BS (2009) The Role of Ongoing Dendritic Oscillations in Single-Neuron Dynamics. PLOS COMPUT BIOL, 5. -. ISSN 1553-734X

Pfister, J-P and Dayan, P and Lengyel, M (2009) Know thy neighbour: A normative theory of synaptic depression. Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. pp. 1464-1472.

Latham, PE and Lengyel, M (2008) Phase coding: Spikes get a boost from local fields. CURR BIOL, 18. R349-R351. ISSN 0960-9822

Orban, G and Fiser, J and Aslin, RN and Lengyel, M (2008) Bayesian learning of visual chunks by human observers. Proceedings of the National Academy of Sciences USA, 105. pp. 2745-2750. ISSN 0027-8424

Huhn, Z and Orban, G and Erdi, P and Lengyel, M (2005) Theta oscillation-coupled dendritic spiking integrates inputs on a long time scale. Hippocampus, 15. pp. 950-962. ISSN 1050-9631

Lengyel, M and Huhn, Z and Erdi, P (2005) Computational theories on the function of theta oscillations. Biological Cybernetics, 92. pp. 393-408. ISSN 0340-1200

Huhn, Z and Lengyel, M and Orban, G and Erdi, P (2005) Dendritic spiking accounts for rate and phase coding in a biophysicalmodel of a hippocampal place cell. Neurocomputing, 65/66. pp. 331-341. ISSN 0925-2312

Lengyel, M and Kwag, J and Paulsen, O and Dayan, P (2005) Matching storage and recall: hippocampal spike timing-dependent plasticity and phase response curves. Nature Neuroscience, 8. pp. 1677-1683. ISSN 1097-6256

Papp, G and Huhn, Z and Lengyel, M and Erdi, P (2004) Effects of dendritic location and different components of LTP expression on the bursting activity of hippocampal CA1 pyramidal cells. Neurocomputing, 58-60. pp. 691-697. ISSN 0925-2312

Lengyel, M and Erdi, P (2004) Theta-modulated feed-forward network generates rate and phase coded firing in the entorhino-hippocampal system. IEEE Transactions on Neural Networks, 15. pp. 1092-1099. ISSN 1045-9227

Lengyel, M and Szatmary, Z and Erdi, P (2003) Dynamically detuned oscillations account for the coupled rate and temporal code of place cell firing. Hippocampus, 13. pp. 700-714. ISSN 1050-9631

Zalanyi, L and Csardi, G and Kiss, T and Lengyel, M and Warner, R and Tobochnik, J and Erdi, P (2003) Properties of a random attachment growing network. Physical Review, E68. 066104-. ISSN 1539-3755

Orban, G and Kiss, T and Lengyel, M and Erdi, P (2001) Hippocampal rhythm generation: gamma-related theta-frequency resonance in CA3 interneurons. Biological Cybernetics, 84. pp. 123-132. ISSN 0340-1200

Kiss, T and Orban, G and Lengyel, M and Erdi, P (2001) Intrahippocampal gamma and theta rhythm generation in a network model of inhibitory interneurons. Neurocomputing, 38-40. pp. 713-719. ISSN 0925-2312

Lengyel, M and Kepecs, A and Erdi, P (1999) Location dependent differences between somatic and dendritic IPSPs. Neurocomputing, 26-27. pp. 193-197. ISSN 0925-2312

Bazso, F and Kepecs, A and Lengyel, M and Payrits, S and Szalisznyo, K and Zalanyi, L and Erdi, P (1999) Single cell and population activities in cortical-like systems. Reviews in the Neurosciences, 10. pp. 201-212. ISSN 0334-1763

Book Section

Lengyel, M and Dayan, P (2007) Uncertainty, phase and oscillatory hippocampal recall. In: Advances in Neural Information Processing Systems. Massachusets Institute of Technology Press, Cambridge, MA. ISBN 0262195682

Orban, G and Fiser, J and Aslin, RN and Lengyel, M (2006) Bayesian model learning in human visual perception. In: Advances in Neural Information Processing Systems. Massachusets Institute of Technology Press, Cambridge, MA, pp. 1043-1050. ISBN 0262201070

Orban, G and Fiser, J and Aslin, RN and Lengyel, M (2006) Learning objects by learning models: finding independent causes and preferring simplicity. In: Proceedings of the 28th Annual Conference of the Cognitive Science Society (CogSci 2006). UNSPECIFIED, pp. 645-650.

Lengyel, M and Dayan, P (2005) Rate- and phase-coded autoassociative memory. In: Advances in Neural Information Processing Systems (issue 17). Massachusets Institute of Technology Press, Cambridge, MA, pp. 769-776. ISBN 0262195348

Erdi, P and Lengyel, M (2003) Matematikai modellek az idegrendszer-kutatásban (Mathematical models in neuroscience). In: Kognitiv Idegtudomany (Cognitive Neuroscience). Osiris, Budapest, Hungary, pp. 126-148.

Conference or Workshop Item

Lengyel, M and Dayan, P and Ujfalussy, B and Pfister, JP (2011) Neuronal biophysics: optimised for information processing? In: UNSPECIFIED p. 68..

Pfister, JP and Lengyel, M (2009) Speed versus accuracy in spiking attractor networks. In: Computational and Systems Neuroscience 2009, COSYNE 09, 26-2-2009 to 1-3-2009, Salt Lake City, Utah, USA.

Lengyel, M and Dayan, P (2008) Hippocampal contributions to control: the third way. In: 21st Annual Conference on Neural Information Processing Systems, 3-12-2008 to 6-12-2008, Vancouver, Canada.

Lengyel, M and Dayan, P (2007) Back to the future: episodic memories for control. In: Neural Coding, Computation and Dynamics, 15-9-2007 to 18-9-2007, Hossegor, France.

Lengyel, M and Dayan, P (2007) Hippocampal contributions to control – a normative theory. In: 3rd Computational and Systems Neuroscience Conference (Cosyne 2007), 22-2-2007 to 25-2-2007, Salt Lake City, Utah.

Fiser, J and Orban, G and Aslin, RN and Lengyel, M (2007) Ideal Bayesian learning in human scene perception. In: Computational and Systems Neuroscience (Cosyne 2007), 22-2-2007 to 25-2-2007, Salt Lake City, Utah.

Orban, G and Fiser, J and Lengyel, M (2007) V1 activity as Bayesian inference. In: Computational and Systems Neuroscience (Cosyne 2007), 22-2-2007 to 25-2-2007, Salt Lake City, Utah.

Lengyel, M (2006) Workshop on cortico-hippocampal dynamics: navigation and neuromodulation. In: US - Hungarian Workshops on Large-Scale Random Graph Methods for Modeling Mesoscopic Behavior in Biological and Physical Systems, 28-8-2006 to 4-9-2006, Budapest, Hungary.

Lengyel, M (2006) Matching storage and recall: spike timing-dependent plasticity and phase response curves in the hippocampus. Workshop on Phase response curves: where theory and experiments intersect. In: 15th Annual Computational Neuroscience Meeting (CNS 2006), 15-7-2006 to 20-7-2006, Edinburgh, UK.

Lengyel, M (2006) Functional models of the hippocampal formation. In: 15th Annual on Computational Neurosciences Meeting (CNS 2006), 15-7-2006 to 18-7-2006, Edinburgh, UK.

Lengyel, M (2006) Firing rates and times in the hippocampus: what are they good for? In: ENS/UCL Workshop on Computational Neuroscience: From Biophysics to Computation and Back, 9-6-2006 to 11-6-2006, Paris, France.

Lengyel, M (2006) Firing rates and times in the hippocampus: what are they good for? In: Hippocampal Interactions within the Medial Temporal Lobe, 10-5-2006 to 12-5-2006, London, UK.

Orban, G and Aslin, RN and Fiser, J and Lengyel, M (2006) Bayesian model learning in human visual perception. In: Computational and Systems Neuroscience (Cosyne 2006), 5-3-2006 to 8-3-2006, Salt Lake City, Utah.

Lengyel, M and Dayan, P (2006) Firing rates and times in the hippocampus: what are they good for? In: Computational and Systems Neuroscience (Cosyne 2006), 5-3-2006 to 8-3-2006, Salt Lake City, Utah.

Lengyel, M (2006) Computing with spikes. In: Computational and Systems Neuroscience (Cosyne 2006), 9-3-2006 to 10-3-2006, Salt Lake City, Utah.

Lengyel, M and Dayan, P (2006) Uncertainty, phase and oscillatory hippocampal recall. In: 19th Neural Information Processing Systems Conference (NIPS 2006), 3-12-2006 to 7-12-2006, Vancouver, Canada.

Orban, G and Aslin, RN and Fiser, J and Lengyel, M (2005) Bayesian model selection in human visual perception. In: Computational and Systems Neuroscience (Cosyne 2005), 17-3-2005 to 20-3-2005, Salt Lake City, Utah.

Lengyel, M and Kwag, J and Paulsen, O and Dayan, P (2005) Matching storage and recall: constructing optimal rate and phase-coded autoassociative memories. In: Computational and Systems Neuroscience (Cosyne 2005), 17-3-2005 to 20-3-2005, Salt Lake City, Utah.

Orban, G and Aslin, RN and Fiser, J and Lengyel, M (2005) Bayesian model selection in human visual perception. In: Society for Neuroscience, 12-11-2005 to 16-11-2005, Washington DC, USA.

Lengyel, M (2004) Dynamically detuned oscillations account for rate and phase coding in the hippocampus. In: Workshop on Theta Oscillations in the Brain: Neural Mechanisms and Functions, 6-9-2004 to 8-9-2004, London, UK.

Huhn, Z and Lengyel, M and Erdi, P (2004) Rate and phase-coding in a biophysical model of a hippocampus place cell. In: European Meeting of Cybernetics and System Reseach (EMCSR 2004), 13-4-2004 to 16-4-2004, Vienna, Austria.

Huhn, Z and Orban, G and Lengyel, M and Erdi, P (2004) Rate and temporal coding in a biophysical model of a hippocampal place cell. In: IBRO International Workshop on Neuronal Circuits: from Elementary to Complex Functions, 29-1-2004 to 31-1-2004, Budapest, Hungary.

Lengyel, M and Erdi, P and Treves, A (2003) Decoding the activity of neural networks: biological decoding and constant metric content. In: The Annual Computational Neuroscience Meeting (CNS 2003), 5-7-2003 to 9-7-2003, Alicante, Spain.

Papp, G and Huhn, Z and Lengyel, M and Erdi, P (2003) Effects of dendritic location and different components of LTP expression on the firing activity of hippocampal CA1 pyramidal cells. In: Annual Computational Neuroscience Meeting (CNS 2003), 5-7-2003 to 9-7-2003, Alicante, Spain.

Lengyel, M and Erdi, P and Treves, A (2003) Decoding the activity of neural networks: biological decoding and constant metric content. In: 6th IBRO World Congress of Neuroscience, 10-7-2003 to 15-7-2003, Prague, Czech Republic.

Orban, G and Kiss, T and Lengyel, M and Erdi, P (2002) Controlling pyramidal cell activity by bistable gamma-frequency oscillations in a network of hippocampal interneurons. In: The Annual Computational Neuroscience Meeting (CNS 2002), 21-7-2002 to 25-7-2002, Chicago, Illinois, USA.

Lengyel, M and Szatmary, Z and Erdi, P (2002) Sharpening the spatial tuning curves of place cells in a feed-forward network: the possible role of theta oscillation-based dynamics in the hippocampus. In: The Annual Computational Neuroscience Meeting (CNS 2002), 21-7-2002 to 25-7-2002, Chicago, IL.

Lengyel, M and Szatmary, Z and Erdi, P (2002) Feed-forward networks in the hippocampus: analysis of the possible role of theta oscillation and the phase precession effect in sharpening the spatial tuning curves of place cells. In: Sixth International Conference on Cognitive and Neural Systems (ICCNS 2002), 29-5-2002 to 1-6-2002, Boston, MA.

Misjak, F and Lengyel, M and Erdi, P (2001) Episodic memory and cognitive map in a rate model network of the rat hippocampus. In: The International Conference on Artificial Neural Networks - ICANN 2001, 21-8-2001 to 25-8-2001 pp. 1135-1140..

Lengyel, M and Szatmary, Z and Erdi, P (2000) A detuned oscillator model of place unit phase precession in the rat hippocampus. In: The Annual Computational Neuroscience Meeting (CNS 2000), 16-7-2000 to 20-7-2000, Brugge, Belgium.

Kiss, T and Orban, G and Lengyel, M and Erdi, P (2000) Hippocampal rhythm generation: gamma related theta frequency. In: European Meeting of Cybernetics and System Reseach (EMCSR 2000), 25-4-2000 to 28-4-2000, Vienna, Austria pp. 330-335..

Lengyel, M and Szatmary, Z and Erdi, P (1999) A detuned oscillator model of place unit phase precession in the rat hippocampus. In: 29th Annual Meeting of The Society for Neuroscience 1999, -10-1999 to --, Miami Beach, FL, USA.

Szatmary, Z and Lengyel, M and Erdi, P and Obermayer, K (1998) Using temporal associations to model the development of place fields in a novel environment. In: Federation of European Neuroscience Societies (FENS 1998), 27-6-1998 to 1-7-1998, Berlin, Germany.

Erdi, P and Kepecs, A and Lengyel, M and Obermayer, K and Szatmary, Z (1998) Dynamics of the Hippocampus: multiple strategies. In: International Conference on Neural Information Processing (ICONIP 1998), -10-1998 to --, Kitakyushu, Japan pp. 777-780..

Adorjan, P and Barna, G and Erdi, P and Grobler, T and Kepecs, A and Lengyel, M and Ventriglia, F (1996) Multicompartmental modeling of hippocampal pyramidal cells and interneurons with the GENESIS software tool. In: UNSPECIFIED pp. 247-250..